{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# TMY to Power Tutorial\n",
    "\n",
    "This tutorial will walk through the process of going from TMY data to AC power using the SAPM.\n",
    "\n",
    "Table of contents:\n",
    "1. [Setup](#Setup)\n",
    "2. [Load TMY data](#Load-TMY-data)\n",
    "2. [Calculate modeling intermediates](#Calculate-modeling-intermediates)\n",
    "2. [DC power using SAPM](#DC-power-using-SAPM)\n",
    "2. [AC power using SAPM](#AC-power-using-SAPM)\n",
    "\n",
    "This tutorial requires pvlib >= 0.6.0.\n",
    "\n",
    "Authors:\n",
    "* Will Holmgren (@wholmgren), University of Arizona, July 2015, March 2016, August 2018.\n",
    "* Rob Andrews (@Calama-Consulting), Heliolytics, June 2014"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Setup"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "These are just your standard interactive scientific python imports that you'll get very used to using."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# built-in python modules\n",
    "import os\n",
    "import inspect\n",
    "\n",
    "# scientific python add-ons\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "# plotting stuff\n",
    "# first line makes the plots appear in the notebook\n",
    "%matplotlib inline \n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib as mpl\n",
    "\n",
    "# finally, we import the pvlib library\n",
    "import pvlib"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load TMY data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "pvlib comes with a couple of TMY files, and we'll use one of them for simplicity. You could also load a file from disk, or specify a url. See this NREL website for a list of TMY files:\n",
    "\n",
    "http://rredc.nrel.gov/solar/old_data/nsrdb/1991-2005/tmy3/by_state_and_city.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Find the absolute file path to your pvlib installation\n",
    "pvlib_abspath = os.path.dirname(os.path.abspath(inspect.getfile(pvlib)))\n",
    "\n",
    "# absolute path to a data file\n",
    "datapath = os.path.join(pvlib_abspath, 'data', '703165TY.csv')\n",
    "\n",
    "# read tmy data with year values coerced to a single year\n",
    "tmy_data, meta = pvlib.iotools.read_tmy3(datapath, coerce_year=2015)\n",
    "tmy_data.index.name = 'Time'\n",
    "\n",
    "# TMY data seems to be given as hourly data with time stamp at the end\n",
    "# shift the index 30 Minutes back for calculation of sun positions\n",
    "tmy_data = tmy_data.shift(freq='-30Min')['2015']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The file handling above looks complicated because we're trying to account for the many different ways that people will run this notebook on their systems. You can just put a simple string path into the ``read_tmy3`` function if you know where the file is."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's look at the imported version of the TMY file."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
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       "                          Date (MM/DD/YYYY) Time (HH:MM)  ETR  ETRN  GHI  \\\n",
       "Time                                                                       \n",
       "2015-01-01 00:30:00-09:00        01/01/1997        01:00    0     0    0   \n",
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       "2015-01-01 04:30:00-09:00        01/01/1997        05:00    0     0    0   \n",
       "\n",
       "                           GHISource  GHIUncertainty  DNI  DNISource  \\\n",
       "Time                                                                   \n",
       "2015-01-01 00:30:00-09:00          1               0    0          1   \n",
       "2015-01-01 01:30:00-09:00          1               0    0          1   \n",
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       "2015-01-01 04:30:00-09:00          1               0    0          1   \n",
       "\n",
       "                           DNIUncertainty  ...    AOD  AODSource  \\\n",
       "Time                                       ...                     \n",
       "2015-01-01 00:30:00-09:00               0  ...  0.051          F   \n",
       "2015-01-01 01:30:00-09:00               0  ...  0.051          F   \n",
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       "2015-01-01 04:30:00-09:00               0  ...  0.051          F   \n",
       "\n",
       "                           AODUncertainty   Alb  AlbSource  AlbUncertainty  \\\n",
       "Time                                                                         \n",
       "2015-01-01 00:30:00-09:00               8  0.24          F               8   \n",
       "2015-01-01 01:30:00-09:00               8  0.24          F               8   \n",
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       "2015-01-01 04:30:00-09:00               8  0.24          F               8   \n",
       "\n",
       "                           Lprecipdepth  Lprecipquantity  LprecipSource  \\\n",
       "Time                                                                      \n",
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       "\n",
       "                           LprecipUncertainty  \n",
       "Time                                           \n",
       "2015-01-01 00:30:00-09:00                   0  \n",
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       "\n",
       "[5 rows x 68 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tmy_data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is a ``pandas DataFrame`` object. It has a lot of great properties that are beyond the scope of our tutorials."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot the GHI data from the TMY file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tmy_data['GHI'].plot()\n",
    "plt.ylabel('Irradiance (W/m**2)');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Calculate modeling intermediates"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Before we can calculate power for all times in the TMY file, we will need to calculate:\n",
    "* solar position \n",
    "* extra terrestrial radiation\n",
    "* airmass\n",
    "* angle of incidence\n",
    "* POA sky and ground diffuse radiation\n",
    "* cell and module temperatures"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First, define some PV system parameters."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Location: \n",
      "  name: SAND POINT\n",
      "  latitude: 55.317\n",
      "  longitude: -160.517\n",
      "  altitude: 7.0\n",
      "  tz: US/Alaska\n"
     ]
    }
   ],
   "source": [
    "surface_tilt = 30\n",
    "surface_azimuth = 180 # pvlib uses 0=North, 90=East, 180=South, 270=West convention\n",
    "albedo = 0.2\n",
    "\n",
    "# create pvlib Location object based on meta data\n",
    "sand_point = pvlib.location.Location(meta['latitude'], meta['longitude'], tz='US/Alaska', \n",
    "                                     altitude=meta['altitude'], name=meta['Name'].replace('\"',''))\n",
    "print(sand_point)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Solar position"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Calculate the solar position for all times in the TMY file. \n",
    "\n",
    "The default solar position algorithm is based on Reda and Andreas (2004). Our implementation is pretty fast, but you can make it even faster if you install [``numba``](http://numba.pydata.org/#installing) and use add  ``method='nrel_numba'`` to the function call below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "solpos = pvlib.solarposition.get_solarposition(tmy_data.index, sand_point.latitude, sand_point.longitude)\n",
    "\n",
    "solpos.plot();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The funny looking jump in the azimuth is just due to the coarse time sampling in the TMY file."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### DNI ET\n",
    "\n",
    "Calculate extra terrestrial radiation. This is needed for many plane of array diffuse irradiance models."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# the extraradiation function returns a simple numpy array\n",
    "# instead of a nice pandas series. We will change this\n",
    "# in a future version\n",
    "dni_extra = pvlib.irradiance.get_extra_radiation(tmy_data.index)\n",
    "dni_extra = pd.Series(dni_extra, index=tmy_data.index)\n",
    "\n",
    "dni_extra.plot()\n",
    "plt.ylabel('Extra terrestrial radiation (W/m**2)');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Airmass\n",
    "\n",
    "Calculate airmass. Lots of model options here, see the ``atmosphere`` module tutorial for more details."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "airmass = pvlib.atmosphere.get_relative_airmass(solpos['apparent_zenith'])\n",
    "\n",
    "airmass.plot()\n",
    "plt.ylabel('Airmass');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The funny appearance is due to aliasing and setting invalid numbers equal to ``NaN``. Replot just a day or two and you'll see that the numbers are right."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### POA sky diffuse"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Use the Hay Davies model to calculate the plane of array diffuse sky radiation. See the ``irradiance`` module tutorial for comparisons of different models."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "poa_sky_diffuse = pvlib.irradiance.haydavies(surface_tilt, surface_azimuth,\n",
    "                                             tmy_data['DHI'], tmy_data['DNI'], dni_extra,\n",
    "                                             solpos['apparent_zenith'], solpos['azimuth'])\n",
    "\n",
    "poa_sky_diffuse.plot()\n",
    "plt.ylabel('Irradiance (W/m**2)');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### POA ground diffuse\n",
    "\n",
    "Calculate ground diffuse. We specified the albedo above. You could have also provided a string to the ``surface_type`` keyword argument."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "poa_ground_diffuse = pvlib.irradiance.get_ground_diffuse(surface_tilt, tmy_data['GHI'], albedo=albedo)\n",
    "\n",
    "poa_ground_diffuse.plot()\n",
    "plt.ylabel('Irradiance (W/m**2)');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### AOI\n",
    "\n",
    "Calculate AOI"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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JmO7un+/MQc3sd8A2vikqy4Aid//CzPYCnjGzPu7+ncs93X0UMApg0KBBUf1cRERqpVT6FDYCb9TUAc3sRwTXOhzmHlyo7e5bgC3h7YlmNgfoAUyoqeOKiEjl0jqVpJl9n6Bj+Th3/zppf2E4Eytm1pWgiWpuOmMTEZHUrlOoFjMbDRwCtDKzxcA1BKON6gGvhZ29H7j7hQTrPl9vZtuAEuBCza0kIpJ+KRcFM2vk7l+l+nh3L+9ahnt28NgnCVZzExGRGFXafGRmB5jZNGB6uN3fzO6MPDIREdkhj2ju7FT6FG4BjiSc2sLdPyVo7hERkRyTUkezuy/abldJBLGIiEjMUulTWGRmBwBuZnWBkYRNSSIikltSOVO4ELgY6AAsBgaE2yIikmNSuXhtNbDDOY5ERCR3pDL66P7EFNfhdgszuzfasEREpCJRzfGTSvNRP3dfWxaI+xpgz4jiERGRGKVSFPLMrEViw8xaEuGV0CIiEp9UPtz/DrxnZv8Xbp8M3BBdSCIiEpdUOpofMLOJwFCCdR1OdPdpkUcmIiJpl2oz0AxgTeLxZlbk7gsji0pERGJRaVEws58TzHC6guBKZiPo+O4XbWgiIrJDEQ0/SuVM4RfA7u7+RTQhiIhIpkhl9NEiYF3UgYiISBVYNC+bypnCXOANM3uRcMlMAHe/OZqQRESkUhE1H6VyprAQeA2oCzRJ+qqQmd1rZivNbErSvpZm9pqZzQq/J1//cIWZzTazz83syKqnIiIiOyuVIanXQdVXXgPuA24HHkjadzkwzt3/YmaXh9uXmVlv4DSgD9AeGGtmPdxdU3SLiKRRKnMf7V+dldfc/S1g+3WWjwfuD2/fD/wgaf+j7r7F3ecBs4F9UktBRERqSirNR/+g5lZea+Puy8LXWQa0Dvd3IOjQTlgc7vsOMxthZhPMbMKqVauqGYaIiJQnU1ZeK68fvdxuFHcf5e6D3H1QYWFhDYchIlK7pTQkNXnlNTP7NdVfeW2FmbUDCL+vDPcvBjolPa4jsLSaxxARyXke0fCjdK+89hzwo/D2j4Bnk/afZmb1zKwL0B0YX81jiIhINUW28pqZjQYOAVqZ2WKCqTL+AjxuZucRDHU9OTzGVDN7HJgGbAMu1sgjEZH022FRMLN/UsHlEe4+sqIXdvfhO7jrsB08/gY0JbeISKwqaj6aAEwE6gMDgVnh1wBqvqNZREQywA7PFNz9fgAzOwcY6u7F4fbdwJi0RCciImmVSkdze749rUXjcJ+IiMTEY5w6+y/AJDN7PdweAlwbTTgiIhKnVEYf/dfMXgb2DXdd7u7Low1LRETisMPmIzPrGX4fSNBctCj8ah/uExGRHFPRmcKlwAjg7+Xc58ChkUQkIiKxqWj00Yjw+9D0hSMiInFKZersi82sedJ2CzP7abRhiYhIRaIafZTKkNTz3X3tN4H4GuD8aMIREZE4pVIU8sysbGprM8snWJpTRERyTCrXKbxKMInd3QQdzBcCr0QalYiIVMjKW4WmBqRSFC4DLgAuIlgMZwzwn2jCERGROKVy8VopcFf4JSIiOazSomBmBxJMa7Fr+HgD3N27RhuaiIikWyrNR/cAlxBMo60ps0VEMkCcfQrr3P3laA4vIiKZJJWi8LqZ/Q14CtiS2OnuH1fngGa2O/BY0q6uwO+B5gTXP6wK91/p7i9V5xgiIlI9qRSFxOyog5L2VXvuI3f/nGD1tsQ1D0uAp4FzgVvc/abqvK6IiOy8VEYfRTn30WHAHHdfYFE1kImISMp2WBTM7Ex3f8jMLi3vfne/uQaOfxowOmn7Z2Z2NsH60L8Kp9TYPq4RBLO3UlRUVAMhiIhkHyOaf6QrmuaiUfi9yQ6+doqZ1QWOA54Id90F7EbQtLSM8qfsxt1Hufsgdx9UWFi4s2GIiEiSiqbO/lf4/bqIjj0M+NjdV4THWZG4w8z+DbwQ0XFFRGQHUpkQLyrDSWo6MrN2SfedAExJe0QiIrVcKqOPapyZNQQOJ5hTKeGvZjaAYGTT/O3uExGRNKioo/kX7n6rmR3o7u/W5EHd/Wtgl+32nVWTxxARyWkRDdisqPno3PD7P6M5tIiIZJqKmo+mm9l8oNDMPkvan5gQr1+kkYmISNpVNPpouJm1JVhk57j0hSQiInGpsKPZ3ZcD/cNrCnqEuz939+LIIxMRkbRLZT2FIcADBCOCDOhkZj9y97cijk1ERNIslSGpNwNHhBPZYWY9CK4v2CvKwEREZMeimi0ulYvXChIFAcDdZwIFEcUjIiIxSuVMYYKZ3QM8GG6fQbAKm4iI5JhUisJFwMXASIIzlreAO6MMSkRE4pHKegpbCPoVamKqbBERyWBxTognIiLVFNXCZCoKIiJSJuWiYGaNKn+UiIhks0qLgpkdYGbTgOnhdn8zU0eziEgOSuVM4RbgSOALAHf/FDg4yqBERCQeKTUfufui7XaVRBCLiIikKKormlO5TmGRmR0AeDgx3kjCpiQREcktqZwpXEhw8VoHYDEwINyuNjObb2aTzewTM5sQ7mtpZq+Z2azwe4udOYaIiFRdpUXB3Ve7+xnu3sbdW7v7me7+RQ0ce6i7D3D3QeH25cA4d+8OjAu3RUQkjSpao/mfgO/ofncfWcOxHA8cEt6+H3gDuKyGjyEiIhWoqE9hQoTHdWCMmTnwL3cfBbRx92UA7r7MzFqX90QzGwGMACgqKoowRBGRzJWfF01Xc0XLcd4fyREDB7r70vCD/zUzm5HqE8MCMgpg0KBBOzyTqUy7ZvVZtm5zdZ8uIlKj6uQZTerXoWmDApo3KCA/z/h6awlffLWVdZuK2bqt9FuPP3XvTtHEUdkDzOx5vtuMtI7gTOJf7l7lT1Z3Xxp+X2lmTwP7ACvMrF14ltAOWFnV162K9684jI1btrFi/WZmr9zI7JUbmbZ0Pa9NX/GdH76ISHUVtWzIoM4t2GvXFvRo04T2zRtQ2Lgedetk5ixDqQxJnQsUEqy2BnAqsIJgzeZ/A2dV5YDhdBl57r4hvH0EcD3wHPAj4C/h92er8rrV0bheHRoXNma3wsYc2efb9xWXlDJ92XomLljD/2as5O1Zq6MOR0Sy3KmDOnFAt13Yp0tL2jVrEHc41ZJKUdjT3ZOvYH7ezN5y94PNbGo1jtkGeDqc4a8O8Ii7v2JmHwGPm9l5wELg5Gq8do0pyM+jX8fm9OvYnHMP7AIEheKjeV/y2vQV/Pfd+XGGJyIx69qqEafvW8SRfdrSqWXDuMOpMakUhUIzK3L3hQBmVgS0Cu/bWtUDuvtcoH85+78ADqvq66VTQX4eB3RrxQHdWnHNsX0oLXXenr2axz9axIuTl8UdnohE7HdH9eLofu1o3zw7zwJSkUpR+BXwjpnNIbiyugvw07DpJ8rO6IyXl2cM6VHIkB6F3AEsX7eZpyYt5q+vfF7pc0Uk8x3Ruw0/PqgLAzo1p35BftzhpIW5Vz6Ax8zqAT0JisKM6nQuR2HQoEE+YUKUI2erb92mYl6avIyrn5nCttJqD5ISkTQ7rn97Rhzclb4dmsUdSmTMbGLShcPfksqZAsBeQOfw8f3MDHd/oIbiy0nNGhQwfJ8ihu9TxPrNxdz/7nz+/trMuMMSkXIM7t6Kq4/pTY82TeIOJXaVnimY2YPAbsAnfDM7qkdwRXOVZfKZwo4sXvM197wzTx3VIjHrWtiI647rw/5dd6FOfmYOD41KRWcKqRSF6UBvT6WdKc2ysSgkGzd9BSNHT+KrrZqJXCRdfndUL07ft4hG9VJtKMk9O9t8NAVoC2h4TQ07rFcbpl7/fVZt2MKDHyzgtnGz4g5JJCcdsnshVx3dm90KG0W24H2uSOVM4XWC6bLHA1sS+939uGhDq1y2nymU54XPlvKzRybFHYZITvjdUb04a/9da83IoVTt7JnCtTUbjlTkmH7tOaZfe+av/oobX5nBy1OWxx2SSFZp27Q+d5wxkD07NScvoknjclmlRcHd30zeNrMDgdOBN8t/htSEzq0acdeZe7G5uIRrnp3KYxO2XxFVRJIN69uW647rQ+um9eMOJaul1NNiZgMICsEpwDzgySiDkm/UL8jnxpP6cd3xfXh5yjIueezTuEMSyShXHd2LM/dTE1FNqWiRnR7AacBw4AvgMYI+iKFpik2S1C/I54Q9O3LCnh15c+YqfnTv+LhDEonVg+ftw+DuhXGHkXMqOlOYAbwNHOvuswHM7JK0RCUVGtKjkHl/PoqpS9dz8t3vs6lYQ1qldqibn8f/XbQ//To2jzuUnFVRUfghwZnC62b2CvAowTQXkgHMjL4dmjH9D99n7qqNXPDgRGat3Bh3WCKR+F6v1lxzbJ+cmo00U6UyJLUR8AOCZqRDCSbBe9rdx0QfXsVycUjqzli5fjNn3zueGcs3xB2KSI04ZPdCbj99II1r8YVmUdipK5q3e6GWBOscnOruh9ZQfNWmolC+5es284+xM3n0I41Ykuz0myN358z9dqVZg4K4Q8lJNVYUMo2KQsU2btnGRQ9N1KpxkjWuGNaTEQd31VXHEauJWVJrMphOwAMEU2eUAqPc/VYzuxY4H1gVPvRKd38p3fHlksb16vDgefuy5qut3DpuFve9Nz/ukETKdcup/TmmX3sKatnEdJko7WcKZtYOaOfuH5tZE2AiQZ/FKcBGd78p1dfSmULVbNhczJ9fnsEjHy6MOxQRAB46b18O6t6q8gdKjcqoMwV3X0Y4uZ67bwhnYe2Q7jhqoyb1C/jTCXvw+2N6c93zUxk9Xn0OEo9HR+zHfl13iTsMKUesfQpm1hl4C+gLXAqcA6wHJgC/cvc15TxnBDACoKioaK8FCxakKdrcs35zMQ++v4C/varlQyV6HZo34L5z96a7FrKJXUZ2NJtZY4L5k25w96fMrA2wGnDgDwRNTD+u6DXUfFQz3J3fPzuVBz9QgZWa16F5Ax4dsZ+uMcggGVcUzKwAeAF41d1vLuf+zsAL7t63otdRUahZX23ZxujxC/nji9PjDkVywEl7deSy7/eksEm9uEOR7WRUn4IFY83uAaYnFwQzaxf2NwCcQLC4j6RRo3p1+Mngrpx7YBfufWceN7yk4iBVd84BnfnNkbvX6pXNslkco48OIphTaTLBkFSAKwmumB5A0Hw0H7ggqUiUS2cK0dpWUsrDHy7kmuemxh2KZIFrj+3N8H2LqFdHs5VmuoxrPqopKgrpsa2klHEzVnLBgxPjDkUy0EPn7cuB3XbRBWdZJKOajyT71MnP48g+bZn/l6N5efIyLnr447hDkpg1rV+HR87fj74dmsUditQwFQWpkmF7tGPun45i8pJ1nHz3+2wtKa38SZIzzt5/V356SDfaNtPqZrlKRUGqLC/P6N+pOTNvGMbslRs45V8f8OVXW+MOSyJ05VE9OX+w5iSqDVQUZKd0a92Ej68+nFUbtnDtc1N5cXKFYwMki+xW2IhbT9uT3u2akpenYlBbqChIjShsUo87zhjIjVu2cc/b87hl7My4Q5JqOn3fIi4f1pOm9TVtdW2k0UcSiZJS5+Upy/jZI5PiDkVS0HmXhvzt5P4M6NRcM5XWAhp9JGmXn2cc0689x/Rrz5xVG7niycmMn/9l3GHJdkYe1p2LhuxGg7q6tkACKgoSud0KG/P4hfuzdVspd785h5tfU9NSnM7ab1dGHNxVcxFJudR8JLGYtnQ9v33yU6YsWR93KLXC3p1bcPmwnuy1a8u4Q5EMoOYjyTi92zflhZ8PpriklPvfm69J+CJwWM/WXHJ4D3q1a0q+Rg9JilQUJFYF+Xn8ZHBXfjK4K0vWbuLfb83VsqE74YIhXTlpYEe6tW6sawqkWtR8JBnH3Zm+bAP3vDOPJz9eHHc4Ga1Hm8ZccPBuHNm3LY01K6mkSBPiSVabs2ojd7w+m6c+XhJ3KLHrWtiIC4fsxpAehbRpqqkmpHpUFCRnrN64hTFTV3DjKzNYt6k47nAid84Bnflerzb069RMF5NJjVFHs+SMVo3rcfq+RZy+bxHuztSl6xkzdTn3v78gq4tE/47NOGqPdgzctQU92zahiQqAxERFQbKWmdG3QzP6dmjGpUfsDsDStZt4d/Zq3p29mmc+WRpzhN8obFKPgUXN6da6MT3bNshiq2oAAAwOSURBVKVXu6Z0aN5AF41JxlHzkeS8zcUlzFm1kTmrvmLuqo3MWrGRjxeuYdm6zTv1uru3aULRLg1p07QeLRvVo32z+nRq2ZDWTerRqnE9mjUo0ERykpGyqvnIzL4P3ArkA/9x97/EHJJkufoF+fRp34w+7bUgjEhlMmrmKzPLB+4AhgG9geFm1jveqEREao+MKgrAPsBsd5/r7luBR4HjY45JRKTWyLSi0AFYlLS9ONxXxsxGmNkEM5uwatWqtAYnIpLrMq0olNcr962ecHcf5e6D3H1QYWFhmsISEakdMq0oLAY6JW13BDJnXKGISI7LtKLwEdDdzLqYWV3gNOC5mGMSEak1MmpIqrtvM7OfAa8SDEm9192nxhyWiEitkdUXr5nZKmDBTrxEK2B1DYUTl1zIISFXcsmVPBJyKR/lEtjV3cvtlM3qorCzzGzCjq7qyxa5kENCruSSK3kk5FI+yqVymdanICIiMVJREBGRMrW9KIyKO4AakAs5JORKLrmSR0Iu5aNcKlGr+xREROTbavuZgoiIJFFREBGRMioKIoKZaTUgAXK8KOTCH7qZtUy6ndX5mNkhZpYTsxia2a/M7Ijwdlb/XkJNEjeyPZ9sjz8hrjxysiiY2fFmdj/QP+5YqsvMvm9mbwH/MLO/A3iWjgpIyuUMYEvc8ewMMzvCzF4FLgPOhuz9vQCY2eFm9g5wk5n9FrI3n1x430P8eWTU3Ec7w8zM3d3MhgJ/AIqB/c1sgbuviTm8lIT/GeQB5wE/Bv4MTAIeMLNh7v5ynPFVRZiLAacC/wLOc/cn4o2qesJcCoDfA0MIfi91gb3NrADYlo0fpGbWEbgW+AvwBvCome3i7pcl3k9xxlcV2fy+h8z6/MqJM4Xt/oDnAUcCvwH2BfrFFlgVJHJw9xLgHeAgd38W2AysBKaaWV7isTGGWqmkXEoJpj5/AJgd3neymXUMP0yzKZetwLPuPtjdXwLWAKe5e3GWfXgm/7x7ApPd/Xl330CwFO4lZtY9/IDK6N/NduYBR5Bl73vIvM+vrC8K4ayqT5nZJWbW1t3nu/syd/8fsAIYYmYdKnmZWG2XQzt3nxbOGDsQeAboTNBccXPiKTGFWqmkXC41s1YEBe4z4C4zmwGcAvwTuDPxlHgirVw5v5ePwv0F7v4mMNfMhsUbZeq2y6cpMBM4yMz2Dx/SGpgKXBVXjKkys5+a2Q/D2wYscvfl2fS+h8z8/MrqomBmJwA/Am4jqKhXmdmApIc8DPQgqLjJz8uYD6JycvhdUg6J/0b3AX4LnGNmg8L/wDPOdrnsAVwHdANeAF4Hhrv7yQTNYz8ws72yJJfE7yXRxrstHACwACiJKcQqKSefGwn6d24BLjCzdwn+0z4RGGBmnTPxDMjMmpjZ3QRNefebWZ0wzuQzm4x/30Pmfn5ldVEg+GHd5e6vE7SNzgNGJu50988IFu7pa2aHmtll4f5M+mMvL4dfALj7PHdfGN7+CngcaBpTnKnYPpf5wG/cfSlwnbtPAnD3LwnOgBrHFGcqKvq9eJhDA2AoQKJpL4OVl8917n4PcD5wibufDiwExgPr4wq0ImEz15vu3pbgn407wrvKmmCy5H0PGfr5lel/yOVKqpRzgdMB3H0B8CLQyMyOS3r4aOAnwGME849nxH8MleTQcLscMLOrgD7AtHTGmYoKcnkeaGJmx7n75qTHX02Qy4x0x1qZKv5tPQTsY2b1M/iMZ0f5PAe0MLMTwn6R8eHj/gA0AjakPdhKJOWSWI3xl8DwsA+kxMzqJD0mI9/3kPmfX1lRFMysc/J2UqX8P+BrMzs+3F5GMIqitwUaA7cCk4F+7v6b7Z6fNtXJIXzeMAuGDPYATnL35emItyI7kctgM3udIJcfuvuKdMRbker+bYX7GgCPkkFNSNXIZ/fwed3N7FmgL8FZQ3E64q3IjnJx96/MLC98L9wJ/Cfcvy3sIG9E0CQT+/sewMwGmVnrxHamf35ldFEws4FmNha43szyk/Yn3pRrgKeBi8zM3H0dQZNE/fAHtxn4hbsf7e7L0h1/GGt1c2gQ3j8duNDdz44rh4QayGU+cLG7n5XFudRLelM+6+7/zpAP0Gq/V8L7lxP8bo6Lu1hXlMv2zXTufjnQxcz2N7M2ZrZ32NQ6Ms73PYCZ9TGz94BrgOZJ+zP68ysji0L4y/8dwanTo+EHYkl4X17Sm7IBwXrOy4BRZtYe2JNgjG/iP4eV6c+gRnLYChCORpiS/gy+UYO5LHL3WJu/aiCXbYnXSjwvTjX4Xtng7ovTn8E3UsnF3UvD/6CbJT31RuBd4G2gIUBc7/vt/AJ42t2PdfeZkB2fXxlZFMIfWl3gHXf/D4CZ7WlmdQAPt/9AUGXbAL8iGL71CLCW4GKcWOVCDgnKJTNzgdzKJ8Vcridodukbbg8Dfk4wXLuPB0OFY2Vm+RaMTnPg9nDfCRZcLNgw3P4jGfo7yZj1FMxsCLDZ3T8MtxsBTxKMmz6Y4Ie2DngCGEuwwMTv3X120ms0dPev0x170vGzPoekOJRLBuYCuZXPzuZiZr2BDe6+KIbwy5STR32C2Qh+DQwn6CReRtAkNBK4nwz9neDusX4RTMT1FPAlcC/QIum+Mwj+EA4Oty8A/gvsmvSYPOWgXHI9l1zLpwZyyY87hxTy+C1BP9pZ4XYH4EPgsEz8nSS+MqH5aCvwP+BMgikRTk7c4e4PA6e4+1vhrrFAS8I2t7B9LhOGAuZCDgnKhYzMBXIrn53NJfb+nNAO8yAYGdWA4Epx3H0J8CbBPFqZ+DsBYupTMLOzzWyImTV39y0EQ8rGElx2P8jMeoSPMw8uEko4nKCdbiNAnD/QXMghQbkAGZgL5FY+uZJLqnm4+0aC/o6zzWyAmV0EfI/gIrXY89iRtPUpmJkBbQk6U0qBOQQXyfzC3VeHj+lOcNn3Znf/Y7gvDziIYLzuQuAyd4/loqdcyCFBuWRmLpBb+eRKLtXNI9x/KsE02H2AK919aprDr5p0tFERtv8RXLT0UHi7DsHEaE9u99gTCE67uhGMoTZgN+C4ONvZciEH5ZLZueRaPrmSy07k0QgoCPdb3Hmk+hXpegrhULLrgXwze4lg3p4SCMbgmtlIYKmZDfFwKJm7P21mvYBXCC7kONSDse1zoow1l3NIUC6ZmQvkVj65kksN5TEUmO5hZcgGkfUphEO0JgItCObSTywcMdTM9oGyccnXE0wGlXjeycDvCGbV7OcxXuyUCzkkKJfMzAVyK59cyaUG85ie3shrQISnXIMJh2KF23cCFwHnABPDfXkE7XSPA12Snjc47lOoXMlBuWR2LrmWT67kkit5VOcrytFHE4HH7Zu5S94Fitz9PoLTsZ970PveEShx90SP/Nvu/naEcVVFLuSQoFwyMxfIrXxyJZdcyaPKIisK7v61u2/xb8YTHw6sCm+fC/QysxcI5jn5OKo4dkYu5JCgXDJXLuWTK7nkSh7VEWlHMwTzgBCMMW7DN/OgbwCuJJi/ZJ4HF3VkrFzIIUG5ZK5cyidXcsmVPKoiHRevlRJcwbca6BdW16uBUnd/J0t+oLmQQ4JyyVy5lE+u5JIreaQuHR0XwH4EP9x3gPPScUzloFyy8SuX8smVXHIlj1S/0nJFswVTxp4F3OzBZeFZJxdySFAumSuX8smVXHIlj1RlzNTZIiISv0yYJVVERDKEioKIiJRRURARkTIqCiIiUkZFQUREyqgoiKTAzHYxs0/Cr+VmtiS8vdHM7ow7PpGaoiGpIlVkZtcCG939prhjEalpOlMQ2Qlmdkg49QFmdq2Z3W9mY8xsvpmdaGZ/NbPJZvaKmSUWbN/LzN40s4lm9qqZtYs3C5FvqCiI1KzdgKOB44GHgNfdfQ9gE3B0WBj+CZzk7nsB9wI3xBWsyPYinyVVpJZ52d2LzWwykE+wLCPAZKAzsDvB7JqvmRnhY5bFEKdIuVQURGrWFgB3LzWzYv+m066U4P1mwFR33z+uAEUqouYjkfT6HCg0s/0BzKzAzPrEHJNIGRUFkTRy963AScCNZvYp8AlwQLxRiXxDQ1JFRKSMzhRERKSMioKIiJRRURARkTIqCiIiUkZFQUREyqgoiIhIGRUFEREp8/9A0PVDU9dfvwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "aoi = pvlib.irradiance.aoi(surface_tilt, surface_azimuth, solpos['apparent_zenith'], solpos['azimuth'])\n",
    "\n",
    "aoi.plot()\n",
    "plt.ylabel('Angle of incidence (deg)');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that AOI has values greater than 90 deg. This is ok."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### POA total\n",
    "\n",
    "Calculate POA irradiance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "poa_irrad = pvlib.irradiance.poa_components(aoi, tmy_data['DNI'], poa_sky_diffuse, poa_ground_diffuse)\n",
    "\n",
    "poa_irrad.plot()\n",
    "plt.ylabel('Irradiance (W/m**2)')\n",
    "plt.title('POA Irradiance');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Cell temperature\n",
    "\n",
    "Calculate pv cell temperature"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "thermal_params = pvlib.temperature.TEMPERATURE_MODEL_PARAMETERS['sapm']['open_rack_glass_polymer']\n",
    "pvtemps = pvlib.temperature.sapm_cell(poa_irrad['poa_global'], tmy_data['DryBulb'], tmy_data['Wspd'], **thermal_params)\n",
    "\n",
    "pvtemps.plot()\n",
    "plt.ylabel('Temperature (C)');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## DC power using SAPM"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Get module data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "sandia_modules = pvlib.pvsystem.retrieve_sam(name='SandiaMod')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Choose a particular module"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Vintage                                                          2009\n",
       "Area                                                            1.701\n",
       "Material                                                         c-Si\n",
       "Cells_in_Series                                                    96\n",
       "Parallel_Strings                                                    1\n",
       "Isco                                                          5.09115\n",
       "Voco                                                          59.2608\n",
       "Impo                                                          4.54629\n",
       "Vmpo                                                          48.3156\n",
       "Aisc                                                         0.000397\n",
       "Aimp                                                         0.000181\n",
       "C0                                                            1.01284\n",
       "C1                                                         -0.0128398\n",
       "Bvoco                                                        -0.21696\n",
       "Mbvoc                                                               0\n",
       "Bvmpo                                                       -0.235488\n",
       "Mbvmp                                                               0\n",
       "N                                                              1.4032\n",
       "C2                                                           0.279317\n",
       "C3                                                           -7.24463\n",
       "A0                                                           0.928385\n",
       "A1                                                           0.068093\n",
       "A2                                                         -0.0157738\n",
       "A3                                                          0.0016606\n",
       "A4                                                          -6.93e-05\n",
       "B0                                                                  1\n",
       "B1                                                          -0.002438\n",
       "B2                                                          0.0003103\n",
       "B3                                                         -1.246e-05\n",
       "B4                                                           2.11e-07\n",
       "B5                                                          -1.36e-09\n",
       "DTC                                                                 3\n",
       "FD                                                                  1\n",
       "A                                                            -3.40641\n",
       "B                                                          -0.0842075\n",
       "C4                                                           0.996446\n",
       "C5                                                           0.003554\n",
       "IXO                                                           4.97599\n",
       "IXXO                                                          3.18803\n",
       "C6                                                            1.15535\n",
       "C7                                                          -0.155353\n",
       "Notes               Source: Sandia National Laboratories Updated 9...\n",
       "Name: Canadian_Solar_CS5P_220M___2009_, dtype: object"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sandia_module = sandia_modules.Canadian_Solar_CS5P_220M___2009_\n",
    "sandia_module"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Calculate the effective irradiance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "effective_irradiance = pvlib.pvsystem.sapm_effective_irradiance(poa_irrad.poa_direct, poa_irrad.poa_diffuse, airmass, aoi, sandia_module)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Run the SAPM using the parameters we calculated above."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                           i_sc  i_mp  v_oc  v_mp  p_mp  i_x  i_xx\n",
      "Time                                                              \n",
      "2015-01-01 00:30:00-09:00   0.0   0.0   0.0   0.0   0.0  0.0   0.0\n",
      "2015-01-01 01:30:00-09:00   0.0   0.0   0.0   0.0   0.0  0.0   0.0\n",
      "2015-01-01 02:30:00-09:00   0.0   0.0   0.0   0.0   0.0  0.0   0.0\n",
      "2015-01-01 03:30:00-09:00   0.0   0.0   0.0   0.0   0.0  0.0   0.0\n",
      "2015-01-01 04:30:00-09:00   0.0   0.0   0.0   0.0   0.0  0.0   0.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sapm_out = pvlib.pvsystem.sapm(effective_irradiance, pvtemps, sandia_module)\n",
    "print(sapm_out.head())\n",
    "\n",
    "sapm_out[['p_mp']].plot()\n",
    "plt.ylabel('DC Power (W)');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## DC power using single diode"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "cec_modules = pvlib.pvsystem.retrieve_sam(name='CECMod')\n",
    "cec_module = cec_modules.Canadian_Solar_Inc__CS5P_220M"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "d = {k: cec_module[k] for k in ['a_ref', 'I_L_ref', 'I_o_ref', 'R_sh_ref', 'R_s']}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "photocurrent, saturation_current, resistance_series, resistance_shunt, nNsVth = (\n",
    "    pvlib.pvsystem.calcparams_desoto(poa_irrad.poa_global,\n",
    "                                     pvtemps,\n",
    "                                     cec_module['alpha_sc'],\n",
    "                                     EgRef=1.121,\n",
    "                                     dEgdT=-0.0002677, **d))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "single_diode_out = pvlib.pvsystem.singlediode(photocurrent, saturation_current,\n",
    "                                              resistance_series, resistance_shunt, nNsVth)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "single_diode_out[['p_mp']].plot()\n",
    "plt.ylabel('DC Power (W)');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## AC power using SAPM"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Get the inverter database from the web"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "sapm_inverters = pvlib.pvsystem.retrieve_sam('sandiainverter')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Choose a particular inverter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Vac                          208\n",
       "Pso                      2.08961\n",
       "Paco                         250\n",
       "Pdco                     259.589\n",
       "Vdco                          40\n",
       "C0                      -4.1e-05\n",
       "C1                      -9.1e-05\n",
       "C2                      0.000494\n",
       "C3                     -0.013171\n",
       "Pnt                        0.075\n",
       "Vdcmax                        50\n",
       "Idcmax                   6.48972\n",
       "Mppt_low                      30\n",
       "Mppt_high                     50\n",
       "CEC_Date                     NaN\n",
       "CEC_Type     Utility Interactive\n",
       "Name: ABB__MICRO_0_25_I_OUTD_US_208__208V_, dtype: object"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sapm_inverter = sapm_inverters['ABB__MICRO_0_25_I_OUTD_US_208__208V_']\n",
    "sapm_inverter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "p_acs = pd.DataFrame()\n",
    "p_acs['sapm'] = pvlib.inverter.sandia(sapm_out.v_mp, sapm_out.p_mp, sapm_inverter)\n",
    "p_acs['sd'] = pvlib.inverter.sandia(single_diode_out.v_mp, single_diode_out.p_mp, sapm_inverter)\n",
    "\n",
    "p_acs.plot()\n",
    "plt.ylabel('AC Power (W)');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "diff = p_acs['sapm'] - p_acs['sd']\n",
    "diff.plot()\n",
    "plt.ylabel('SAPM - SD Power (W)');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot just a few days."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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eHM95S0pKqK+vJ97Wz01MTKSkZPw/ecdLwkA7vfaTP++88kzsuVN5s3cBC9fch1pyC7iSQ6BQE7F4OgCQxGGXww4pMwvT+IXzFGzyNOxbCTNix/V2okykZPMh4LfA/wxp/4WI3BXYoJSaibGiVjVQBLyslJoqIie92obT6aSysnJ8ijUnjdvbQd84emo2m+LzSydx15Pn82TCW7D+z7DgCyFQqIlU/D1tRiphDL5NwcZmUyRXLaR7dyLuPctROui/z0RWzloBjNXK7lLgr+YC6fuA3cD88Z5bEyYG+kiQPrwJ4/vQXnpKEe8l17LTNRPe/C34vEEWqIlkerqM2dx2d/iDPsCCKQW86ZvBwC5ttRxIKHL6NyulNimlHlRKZZptxcDBgGPqzTZNJNPbCoAvMfMEBw5PgsPO/1lcwV1d50Hbe7Dt6WCq00Q4ve1Gn9DhHt/1M1EWV+Wwyl+Lq32/cf1pgOAH/buBKmAOcAT4mdk+XMHtsCOxSqkblVJrlVJr4y1vH3GYDpskjf9D+28Lylhln0+DqxRW/9pYBk8TF/R1Gp0GV4o1Qb88282R5BnGRuMOSzREIkEN+iJyTER8IuIH7uODFE49EDg7owQY1o1LRO4VkXkiMi83d2xT/zUnQX83PHYtHNt6wkPFXIjC5h6b785wZLhdfOrUcn7Vcx4c2WgsjK2JC/q7jesn8SRmcwcTpRTFk4yg72/W5muDBDXoK6UKAzYvB7aYt/8BXKmUSlBKVQJTAL16sRVs+7uRZtl94jxnn+m740wZf9AHuGFJJU/4ltDlzII3fjWhx9JED95uo6fvTp3Y9TMRZk2dQrck0HpI9/QHGXfQV0o9ArwJTFNK1SulbgDuVEptVkptAs4EvgYgIluBx4BtwAvAl8dTuaMJAusfBsDffuiEhw46bLrSciZ0ytIsN2fVlvNA/7mw5xU4uuXEd9JEPf7eNnyiSE2zZiAXYHJ+Ku9JHr4m3dMfZCLVO1eJSKGIOEWkREQeEJFrRKRWRGaJyCUiciTg+DtEpEpEponI88GRrzkpWvbBgVUAHD144g9Bf6fR03eP0WFzNG5cOokHPB9lwJ5k5PY1MY/0ttNBMmlJLss0lGW7eU/ycXQcsExDpBF1M3I1E2DDXxAUO/3FqM4jJzx8oKuFPnGSljbxyTWzSzOYXlnGk5yNbHkC2usn/JiayEZ52ukQNymJ1jm4pyU6OWovJLWnXhcRmOigHy/4fciGv/C2ms1GfxXuvmMnvktPM62kknkSZmujcePSSfy6+2zDQuOtu4PymJrIxd7fQbdKxj5Ot8xg0ZNcilP6ofOopToiBR3044V9r6M66vmzZylHySLV23zCyVKqt5U2SSbDHZyf5x+dnkdibgVrHR9Bdv0rKI+piVyc/R1028NvtjYUX4a5kl3rPmuFRAg66McL6x+mx5bCm84FJOeUYcMPXaP39u19bbRJ6kk7bI7EoDXD2t5CpGWfXuAixknwdtJnT7FaBs7cKkCXbQ6ig3480NuG1P2Tv/sWcXZtOY5M00DtBAuXO/vb6LSl4hzDikdj5bJTijnmKsPmH4DW/UF7XE3kkejrot9hfU8/vWASXrHRdXS31VIiAh3044EtT6C8ffylfxkf/0gxzgzDAaO/bfTB1MSBdvocwXVITHTaySyvMTaadgb1sTWRhdvfhdcZfofNoZTmpHNYsvE07LFaSkSgg348sOFhDjoraE2fyakVWSTllgHQ1TCKH4kIbl8HHmfwa6zdRcYsyf6j24P+2JoIwdtPIh58CdYH/bIsNwckH1vbfqulRAQ66Mc6DXVwaB3/07uYj3+kBJtNkZVdgEec9DUfHPl+/V048I7bYXM0ygrzOSqZdB/SQT9mMRcuEQtslYdSmJ5IPfkkdWnTNdBBP/bZ8Gf8ysGT3iVc/hEjl1+QkcQRyRp9Vq7pu+OfgNnaSEzKTWG3vwia9NT4WMXf2waASgz/qllDcdhttCUW4/a2QV+H1XIsRwf9WMY3gGx8lLfscykvK6cyx1i5Kj8tkaNkYe8aZYKWaatMUvDNssqz3eylCHfHXj1hJkbp6TA6DVZ56Q+lP1WXbQ6ig34ss/tlVHcDf+wxUjuDpCU6aFJZJPaOXLLpNx0S7cnBD/oJDjvNSZUk+Lr1hJkYpafDWEDFkRwZQV9lTzJu6IoxHfRjmvV/psuRyRvqI1w86wMDVKUUna58UgYawe8f9q69HYbZ2kQdNkfCmznZuKEreGIST5fRaUgIQadhPLjzjVp9T6Ou4NFBP1bpbkJ2vsDTviWcPqPoQ7NqPUkFOGUAepqHvXuf6bCZOEGHzZFw5k8HwN+og34s0t9lpAcTLPLSH0phXh7NkkqPrtXXQT9m2fw3lN/L//Qt4fJTPrwypT/V7Pl3DD+Y6zHXN3VnhCbo5xVV0ClJ9BzeFpLH11iLr8f00k+zzks/kLIsw21Tz8rVQT922bOco64yGpMmcca0vA/ttmUYOX5/+/Czcn1dzXRKEukpySGRV5WXwh4pYuCYruCJRXw9bfSLnbQU62fkwmCtfh4ubbGsg35MIoK/fi1v9FVyyewiXI4Pv81JWUbvv7tp+Npl6WmhTVLICJLvzlAm5RpB39W6KySPr7GYvg7DSz9IZn0TJd1tWCwn9x2Ne8+niayc9aBSqkEptSWg7b+VUnVKqU1KqaeUUhlme4VSqlcptcH8+0MwxGtGoO0Att5m1vsmHVe1E0h6XjFesdE7wgQt1ddKKylkhuhDm5Pi4qC9lGRPA3g6Q3IOjXXYPG10ipvUBOu89IfSk2waDbbF9yStifT0HwLOH9L2ElAjIrOAncCtAfv2iMgc8++mCZxXcyLq1wJwKLmaWSXDT47JT0/mGJl4W4f333H0tdFGCmkh6ukrpehNM8vodAVPzGHv76DTloLNYi/9QCRT1+rDxJZLXAG0DGn7l4gMmrS/BQzfzdSElkPv4sFFStlslBr+Q1eQnshRyUJ1Dp/Tdw200W1LC+kCGLbcacaNJp3iiTWcA5302qy3VQ7E9b7Fsg76oeJ6IHAt3Eql1Hql1OtKqaUj3UkpdaNSaq1Sam1jY2MI5cUu3vfeYbO/gurSkSsnclMSOCpZJIwwQStxoIM+R2in0KcVTWFA7Np4LQZxeTvpi4AFVALJyi+jV1z0HIvvTkZIgr5S6nuAF3jYbDoClInIKcDXgb8opYa13xORe0VknojMy82d+ILccYdvAHVsExv8VdQWjxy0HXYbHc5cI6c+1ArB7yPJ34nHFdrZlJX5mRyQfHoP66AfayT5uhhwRlZPvyw7mfckj/5G3dMPKkqpa4GLgX8TMaKJiHhEpNm8vQ7YA0wN9rk1wLGt2H0eNvqrqCkavafem5hPgr/3fUfE9+lrx4bgSwhtT78qN5ndUoytOb57XjGHCG5/Z0R46Qdi1OrnYWvTQT9oKKXOB74NXCIiPQHtuUopu3l7EjAF0LMkQsEhYxC3Ib2W9BMsaO5NGZygNSSvb5qt+ROD77AZSNmg8Vr3gbgvo4spvH248Ia803CyFGUkcVDycXfXx7XR30RKNh8B3gSmKaXqlVI3AL8FUoGXhpRmLgM2KaU2Ao8DN4lIy7APrJkYh96llTRySqac8FBbujlTd+hgrmmrrNyhnU2Z4LDTmlSBXXzaCCuWeN9LP7KCvtNuoy2pBJe/F7oarJZjGeMuohWRq4ZpfmCEY58AnhjvuTRjx3dwDe/6qqgtOXE+3pVVCkB/Sz2B1fi+7ibsgCMl9L4p/uwpxohP4w7IOfEXlSby8fW0YQdUBCygMpSBtHJoxijbTM23Wo4l6Bm5sURfO7bmXWzwVzFrlEHcQVJyhp+V22OarblSQ+O7E0hioTZeizV6I8xLPxB7dqVxoyV+8/o66McSh9ejEDZKFdVjCPr5mWk0Sjr9LcdP0OozvdBD5bAZSGlBPkcki15tvBYz9HYa148zQrz0A0nOn4RfFANN8TukqIN+LGHOxG3OqCV9DDNp89MSOSJZyBCnTW9XEz5RJKeH3iFxcOlEX6M2XosV+jqNnr4rNTJslQMpycngMNn0NsSvxbIO+rHEoXW8p4qoKPmwlfJwDM7KdXYfv3qVt6uFdpLJcCeEQuVxVOUms0eKSGzbE9cVFbHEQLdR/ZUUhjGhk6Usy817/ry4npWrg36sIIL/4BrWeieNKZ8PkJLgoMmWg7tvyKzc3lZaJTVkZmuBZCW7OOQow6WXTowZvN3GoujutNCW/I4Hw2I5n4TO+LVY1kE/Vmivx9bTeMKZuEPpScgjydcJ/d3vt9n6jJ7+ier8g4FSCk/GoPGaTvHEAv7eNvrESWqEeOkHkuF2csxeSFJ/S9y6u+qgHyscWgfARv/YBnEHGUguMG50HHm/zeFpo41U0hLDY4trzzMqeLTxWozQ10Y7ySFzaJ0ISil6U4xSZVrjs7evg36scGgtAzjpyZwxpkHcQSStyLgRMJjr6m+nx542okNnsMkrLKdDkug/WheW82lCi83TQYckR5SXfiCSaZZtxqnFsg76sUL9OnaqSqaVnFyZpTPTXDYxwIohydtOnyN8vimT8lLYI8V4tNtmTGDv76DblhxRXvqBJOQZFssSp7X6OujHAj4vcmQD7wxUnlQ+HyA5x/ip2zM4QcvbT6L00u8K3yBclbl0oqMlfsvoYgnnQEfEeekHkpeXT6uk0HssPq83HfRjgcbtqIEeYxB3hJWyRiInM5M2SaZvcNlE02zNlxC+iTVlWW72ShFJfcegryNs59WEhkRvJ54I89IPZHCR9IGmPVZLsQQd9GMBc1LWRqmi5iR7+gXpxgQtf7uZ0+81JtZIUvhqrF0OGx0pZgWPtlmOehJ9XXickR30D0oe9jY9kKuJVg6to8uWBpmTSEs8uYqJgjRjgpa9y6yRNx02bcnhrbGWbNNsTXvwRDciJEsXPldkeekHUpyRxHuST1LvYfB5T3yHGEMH/Vjg0Do2U0XNGJw1h5KdksAxsknsNYL+QJfhm+JICb0FQyBphVPoF7s2Xot2+rux48cfYV76gbgcNtoTSwxL7/aDVssJOzroRzueTqRhO+/0VzLrJPP5AHabotOVR/JAC3j76TUdNp2p4V2qsiI/nQNSQN8RbbwW1Qx66Udw0AcYSC83bsRh2eZEFlF5UCnVoJTaEtCWpZR6SSm1y/yfGbDvVqXUbqXUDqXUeRMVrjE5vAGFsN5/8vn8QTxJpq945xE8nU0AuMNgthZIVW4Ku6UIadI9/WjG12MUAtjckR30HTnmGFIclm1OpKf/EHD+kLbvAK+IyBTgFXMbpdRM4Eqg2rzP7weXT9RMEHN5xE0TCPr+1MEJWocZ6GzCIw5SU8JrizvJLNtM6nxPL50YxfSYttz2pMjz3QkkPa8MjzjxxqHx2riDvoisAIYueXgp8Cfz9p+AywLa/2oukL4P2A3MH++5NQEcWkejo5D0nMKTHsQdxJ7xwbKJ/p5W2kghIzn0ZmuBZCW7OOIswyZeaIlfr/Nop6/T6Ok7UyI76Jdmp7Bf8vEc2mS1lLAT7Jx+vogcATD/55ntxUDgiEm92fYhlFI3KqXWKqXWNjY2BlleDFK/jvX+yePu5QMkZhsTtDwt9dDTQpukkBEGs7WheDKnGjeObQ37uTXBwdNleulHeNAvy3Kzwj+LpEOr425uSLgGcoebjz2sebqI3Csi80RkXm5ueAcTo46uBug8zNuecmqLx18il52VQ5ck0tv0HrY+o6cfDlvloTgKq/HghMPvhv3cmuDQ32V66UfgAiqBlGa5edE3D5t/AHa/ZLWcsBLsoH9MKVUIYP4fXHK+HigNOK4EOIxmYjQYlS51Ukpt8fhz8PnpSRyTTLxth3D0t9NOKm5X+IdcKvIy2OYvx1uvg360MjiQ606L7KCfneyizjmDbkcmbP+n1XLCSrCD/j+Aa83b1wJ/D2i/UimVoJSqBKYA7wT53PFHg+FKudNfQvUEevqDs3JV5xESB9rC6rAZSFVuCpv8lagjG8HvD/v5NRPH39tOlySSlpxktZRRUUpRkZvKW64FsOsl8HqslhQ2JlKy+QjwJjBNKVWvlLoB+C/gHKXULuAccxsR2Qo8BmwDXgC+LCK+iYqPe2EWzb0AACAASURBVBq20WVLJSW7eNyDuGDOyiUbV88RkrwdeJzWlNtNL0hls0zCPtAFLfHpixL19LXTgTsivfSHsnhyDo90zIL+Tti3wmo5YWPchtcictUIu84a4fg7gDvGez7NMDTWsVtKxzUTN5Akl50Wew7JnpXYEAbC6LAZSElmEvuc5mDu4fWQM8USHZrxY/O00yHJFLgi00s/kDOn5fHQ6zPxJrpxbH8GppxjtaSwoGfkRisiSMN2tgwUUlM0cZ+T3sR8bObYuj/Rmp6+Ugp38Qz6SIBDOq8fjTj6O+iJYC/9QOaWZ+JKcLM1+TTY8Rz44yP5oIN+tNJxGOXpYIeUMiV/4t7lvpSC92+L27pBuJnFWWz1V+DXQT8qiXQv/UCcdhtLp+bwt67Z0N0I9WuslhQWdNCPVhqNVaZ2SQlVuRP/kKm0D6ZN2N3htWAIpLo4nQ3+SXB0U1w6IEY7Cb4u+hyRa6s8lDOm5fF0dzVic8L2Z6yWExZ00I9WzMqdfaqMkkz3hB8uIfuDilp7qnVBv6YojU3+SmzeXtA+PFFHkq+L/gj20h/KGVNz6cLNexmnQt0/QYadPhRT6KAfrTRup8OWQXpOAfYg5E/TsgrwiDH4lph6cuvsBpOK7GR2O8wB3MPrLdOhGQd+P27pxueMXC/9oeSlJVJdlMYL3nnQuj8uZoProB+tNGxnjyplUk5w8qcF6UkcFSOXn5RuXdC32RQphdPoUUl6Zm604enAhkS0l/5wnDktjweaZiAoqHvWajkhRwf9aEQEadzB5v5CJuUmB+UhC9ITOUoWXZJIeoq1A3EzSzLY7K9EDumeflRheuljUfXXeDlzei4N/nRas0+ButjP6+ugH420H0T1d1HnLw3KIC4YQf89fx7HJNMSs7VAqovS2eCrRI5tAW+/pVo0Y8fb0waALcJtlYcypzST9CQnbzgWwNHNRponhtFBPxppMCp3dvqLg9bTz3K7uEs+w+cGvmmJ2VogNcVpbPJXYfN53q9S0kQ+fZ2Gw6Y9ObxrMUwUu02xbGou9zfVGA0xnuLRQT8aGQz6UsKkIPX0bTaFIzWffVJoeU9/cm4KdbYqY0MP5kYNvR1G0HcmR1dPH+DMabls7M6kN3N6zBuw6aAfjTTW0e7IwZWSTXoQPU4K0hNJdNpIdFq7qJnDbiOlYDJdKkXPzI0iBr30EyLcS384lk3NRSnYlLIEDr4FXbG7locO+tFIwzb220qDltoZpDA9kSyLUzuD1BSns8k/CdE9/ahhoDs6vPSHIyclgVklGTzWNRvEDzuft1pSyNBBP9rw+6FxJ5v7i4I2iDvILWdP5a5Pzg7qY46XmuJ01vsqjDUDBvqslqMZA76eVvyiSE6PvqAPxkStJ49m4UsrjekUjw760UbbfvD2snmgiKog9/Qn56WwaLJ1NfqB1BQZPX3l98bFhJlYwN/bThdJpLkTrJYyLs6cnoeIYn/umbB3OXi6rJYUEnTQjzYCFk4JdnonkphakMI2JhsbepJWdDDopZ8Y+bbKwzGrOJ3sZBfL+6aCrx8ad1gtKSQEPegrpaYppTYE/HUopW5RSt2mlDoU0H5hsM8dF5hLJO6S4qCndyKJBIed1Lxy2m0ZuoInSrCbXvrJUeClPxw2m+L0qbm8dCTRaGg7YK2gEBH0oC8iO0RkjojMAeYCPcBT5u5fDO4TkeeCfe64oLGOdlc+/faUoBitRTI1JXowN5qw93fQHSVe+iNx+rRctvaY8wza3rNWTIgIdXrnLGCPiMTmV6YVNNTxnr2c8mx3UIzWIpma4nTe9VZAYx30d1stR3MCXN5Oeu3R47A5HMum5NKj3PQ60nVPf5xcCTwSsH2zUmqTUupBpdSwxbxKqRuVUmuVUmsbG2O3VnZc+LzQtINt3uBX7kQi1UXpxkLp4jemx2simgRvJ54oD/qZyS5OKcuknlzd0z9ZlFIu4BLgb2bT3UAVMAc4AvxsuPuJyL0iMk9E5uXm5oZKXnTSug98/azrLYjpQdxBZhSmslUmGRt6klbEk+TvYiCKvPRH4sxpuezyZOFr2W+1lJAQyp7+BcC7InIMQESOiYhPRPzAfcD8EJ47NjHtF7b7grNaVqTjdjlIzS2l1Z6tB3MjHZ8Xt/Tic0WPl/5I1JZkcFByUe0HY3JRlVAG/asISO0opQoD9l0ObAnhuWMTM+jvlqK46OnD4MzcKh30Ix1PBwD+hOgP+qWZSdRLrmH413XMajlBJyRBXynlBs4BngxovlMptVkptQk4E/haKM4d0zRupyOxmF4Sg2a0FulUF6Wxpr8cmndBX4fVcjQj0WfYKpMYXQ6bw1GcmWTk9CEm8/ohCfoi0iMi2SLSHtB2jYjUisgsEblERI6E4twxTUMd9c5yclISgmq0FsnUFKezeTCvf2SjtWI0IzLopa+Soj/oJzjs9LlLjI3W2Kvg0TNyowVvPzTvos4X2zNxhzKzKI3N/kpjQ8/MjVgGbZUdUealPxL2rHLjRgyWbeqgHy207AG/l3W9+XExiDtIWqKTtOwCmh35Oq8fwfR1NgPR6aU/HHnZmbQQm7X6OuhHC+Yg7vq+wqAbrUU61cXpbJZKnd6JYDydhq1yQmq2xUqCQ1mWmwP+XPw6vaOxjMY6RNnYE0eVO4PUFKWzpq8MWvZ+sPi2JqIY6DGCvjstOm2Vh1Ka6aZecvA166CvsYqGbXS5S/Hgiqv0Dhhr5m4VM8d6VFf6RiK+njZ8okhJTbdaSlAozXJzUPKwdx0Cv89qOUFFB/1ooaGOw64KXHZbzButDaW6KJ2tg4O5OsUTkUhvKx0kk5YUGSuvTZSyLLdRq+8fgM7YKjTUQT8aGOiDlr3slNK4MFobSlayC2d6Ae32LDi6yWo5mmFQfR10iJu0GCklzktN4Igtz9iIsVp9HfSjgeZdID429MVX5U4g1cXpbEcP5kYqNk8HHSST7LJbLSUo2GwKX2qpsRFjg7k66EcD5mpZqzvz424Qd5CaonTWekqRxh0w0Gu1HM0QHAMddNtSUCp2foU6sgdr9XVPXxNuGrcjys5uX0Hc9vRritPY7K9AiQ+ObbNajmYIroFO+uyxdW0WZafTQGbM1erroB8NNNTRnVrBAI747ekXp7NVKoyNozrFYwkdR+DgmmGdJxN9nXgc0W+rHEhpplGr740xi2Ud9KOBxu0cS6gAiBujtaHkpSbQ5y6mx5ai8/pW8ew34IGz4U8fM4J/AEm+2PDSD6TUrODxt+ieviacDPRC6372UhpXRmtDUUpRXZzBTtskOKIreMKOzwv7V0LhbGP5ygfOhkc+Y6TavB4S8OBzxUaN/iCDZZuO7iPG848RdNCPdJp2gfjZ1F8Yt6mdQWqK04zB3GNbwTdgtZz44shGwzN/8VfhKxvgo/9hfAncvQieuAGIDS/9QEoz3RyUXGzig45DVssJGjroRzqNOwB4syMn7jx3hlJTlM4mXwXK54GmnVbLiS/2vQ7Ab/cWcKBLwbJvwVc3wuKvwK6XjGNiwEs/kHS3kxZngbERQ4O5oVpEZb+5YMoGpdRasy1LKfWSUmqX+T827PhCjVm5s7E3N24rdwapLgoYzNV5/fCyfyX77eXctbqNM+56jc/9aS2rD/uRs3/EwM3v8qOBazhSeJbVKoOOpMde2WYoe/pnisgcEZlnbn8HeEVEpgCvmNuaE9FQR19afFfuDFKalURTQin9tkSd1w8n3n7kwJss90znmtPK+b9nTubd91r5zP1vc8GvVvKnzR7+6LsAd3JsDeQCJGSX4cMWUxO0wpneuRT4k3n7T8BlYTx39NJYR1OSsXJUvPf0lVLMLMpkr03PzA0rh9aivL286Z/JZacU8fVzp7H6Ox/lzitmAXD7s4btd6xYMARSnJ3KUclCYii94wjR4wrwL6WUAPeIyL1A/uASiSJyRCmVN9wdlVI3AjcClJWVhUhelDDQB637OFB4RlwarQ1HTXEaa+tLmXb0TZTfDzY9LBVy9q3Aj2Krq5bZJUbePtFp51PzSvnk3BLe2tvCS9uOcca0YT/SUY1RtplDbvN+YsNKLnQ9/cUi8hHgAuDLSqllY72jiNwrIvNEZF5ubm6I5EUJzUblzkZPAVV5KXFntDYcNcXpbPKVo/o7oXWf1XLiAtm3gh1qErVVFTjsx4cMpRQLq7L5wcdmkpUcK2HxAwYtlmnVOf1REZHD5v8G4ClgPnBMKVUIYP5vCMW5YwrTc+eN9hymF8RevnQ8VBelaZvlcNLfAwfX8PrADJZNjb9O2OBiKs6eo+D1WC0nKAQ96CulkpVSqYO3gXOBLcA/gGvNw64F/h7sc8ccZuXO2q4spumgD0BlTgoHHeX4lEMH/XBw8G2Uv5+3/DNZOiXHajVhpyQziYP+PBQC7fVWywkKocjp5wNPmW57DuAvIvKCUmoN8JhS6gbgPeCTITh3bNG4g760Cvp7nbqnb2K3KaYUZXGguZxJ2ls/9OxbgRc7DZmnUJoVf2NKiU473e4i8GLU6mdXWS1pwgQ96IvIXmD2MO3NQOwV8oaShu00mJ470wtia7bjRKgpSmP90TIqj2xEiUAM2flGGv59r7NJqjh1ahwXVWSUQxMxU6uvSx8iFbNyZzelpCc5yU9LsFpRxFBdlM4GbzmqpzmmpsdHHH0dqMMbWOWbydIp8ZfPH8SdU4oXe8zU6uugH6mYlTsb+vKZVpAaU4tTTJTq4jS2+iuMDT1JK3S89yZKfLwj1ZxWlW21GssoyU7lkGTj00FfE1LMyp1V7bk6nz+EKXmp7LFVICg9mBtK9q2gHyeUziclIVRTeiKf0swk6v25DDTtt1pKUNBBP1JprEOUna2eXJ3PH4LLYaOsIJfDjhK9UHoIGdj9Gmt9U1g4rcRqKZZi1Ornotp1Tl8TShrr6Ekpox+nLtcchpriNDZ6yxHd0w8NPS04Grey2l/NsjjO58MHvvoJfY0xsT6zDvqRSmMdR83KHR30P8zMonTeHShHdRyC7iar5cQe+1ehELa4ZlFdFN+/NPPTEjky6BrTdtBaMUFAB/1IZKAPWvay019CSWZSXOdTR6KmKE3bLIcQ2beCHhLJmHIatji3/7DbFJ4UM8UVA8ZrOuhHImblzru9+XoQdwRmFKZRR4WxofP6Qad/12u845vG4qmFVkuJCFRWhXFDB31NSDBXy1rVoQdxRyLRaScvt4BGR4Hu6QebzqMktO1itT++6/MDScspxoMzJiZo6aAfiTQYnjt7fAU6nz8K1UVpbPGV61r9YLN/FQCHMuZRkJ5osZjIoCQrhXp/DgPN+62WMmF00I9EGuvoSjYqd3R6Z2Sqi9NZ118GLXugr8NqOTGDd89rdIiboukLrJYSMZRmJXFIcvDqoK8JCY11HHKW47LbqMiJ7yUSR6OmKI3NYqwqxqG11oqJIQZ2v8Zb/hksmVZgtZSIocz01bfHQK2+DvqRhlm5s8NXTFVeCk67fotGYmZRGu/4p+FTTtj9itVyYoOmXSR1HeRtalhQmWW1mojB8NXPxdXfCp4uq+VMCB1RIo3m3SB+1nTnM0OndkYlNdFJQU42OxNn6aAfLNY9hBc7x0ovINFpt1pNxJDhdhpFAxD1g7k66EcajYbnztqePD2IOwZmFqXxircWGrfHzCIXljHQi+/dP/OC71RmTZ9qtZqIQimFN63U2NBB/3iUUqVKqeVKqe1Kqa1Kqa+a7bcppQ4ppTaYfxcG+9wxgem5s1cKddAfAzVF6fy9a6axoXv7E2Pr09g9bTziP5tLZhdbrSbisGeVGzeivFY/FD19L/ANEZkBnIaxMLr5qeQXIjLH/HsuBOeOfhq205FUalbu6Br9EzGnNINdUkxvUgHsftlqOVGNf8397KOIjBkf1aWaw5CRU0SPJCCt+62WMiGCHvRF5IiIvGve7gS2A7rbMFYa6zjoKCPDrRdOGQvzKjLJcLvYkDAX9r4OPq/VkqKTI5uwHVrL/w6cxWcXVVitJiIpzXKzRSrw7V5utZQJEdKcvlKqAjgFeNtsulkptUkp9aBSKjOU545KvB5o2ct2bxHT8vXCKWPBabdx7sx8HmubBp52Xbo5TmTtg3hwsSn7Qubrqp1hKct28w/fIhxN2+HoFqvljJuQBX2lVArwBHCLiHQAdwNVwBzgCPCzEe53o1JqrVJqbWNjY6jkRSZNhufOO915elLWSXBBTSGv9M3Ar+w6xTMePJ34Nz7GP7yn8fHFNbqzMQKlmW6e9S3Arxyw+TGr5YybkAR9pZQTI+A/LCJPAojIMRHxiYgfuA+YP9x9ReReEZknIvNyc+PM98Os3NncX8Q0nc8fM4smZyMJ6RxImqmD/njY9Ch2bzdPOc7nslOKrFYTsZRkumkljf2ZC2HT38Dvt1rSuAhF9Y4CHgC2i8jPA9oD7fouB6L391GoaKxDlI19oj13ToYEh52zZuTxbG81HF4PXXH2C3EiiDDw9v1s9Vcwc+4ZuF3axnskklx28tMSWO46AzoPw4FVVksaF6Ho6S8GrgE+OqQ8806l1Gal1CbgTOBrITh3dNOwnbbEEjy4dNA/SS6oLeTFvhpjY290D7SFlYPv4GzazsO+s7h6YYXVaiKeC2sL+eXBKvyuFNgUnSmeUFTvrBIRJSKzAsszReQaEak12y8RkSPBPnfU07iDA/ZySrP0wikny+lTc9nrrKLbnqFTPCeBb80DdJFEy6RLtc/TGPjswgo6fS62Z5wB2/5u2KZEGXpGbqTQ1QAte9nSX8i0fJ3PP1kSnXbOmFbA6/5ZyO5XojbfGlZ6WmDrUzzpXcKnl8ywWk1UUJmTzJnTcvld00fA0wE7X7Ba0kmjg36k8ObvEIQ/dp2mK3fGyfk1BfzLU4PqaYKjemGVE7LhYez+fpanXsTperGUMXPd4kpe6JlKb0IubP6b1XJOGh30I4HeVljzAB2VF7HHrwdxx8uZ0/N42zbb2NApntHx+/G8dT9r/FNZsviMuF8H92RYOjmHipxUXrQtgZ0vGr+Yoggd9COBd+6D/k7Wll4HwIxCHfTHQ0qCg5qpk9muqpBd2odnVPa9RkLHfh7jXK6YW2K1mqjCZlNcu6iC+9pOBf+AkduPInTQtxpPF7z1e5h6Pu/0FuNy2KjI1gNq4+WCmgJeHqiF+negr91qOZHJ3tfxP3EjTZJO0uzLSU9yWq0o6vjE3BIOuKo44qqIuioeHfStZt1DRnpn6TeoO9rJ5NwUHHrhlHFz1ox83mA2SnyGF4/mA/x+eP1O5H8vo9mXxGf6v8tnFmsL5fGQkuDgirml/KV3Aby3OqrslnV0sRKvB1b/BiqWIiWnsuNopx7EnSDpSU6SKhfSiRvRef0P6G6Chz8By+9ghWsZp7ffxqnzF2sn1wlw7aIKnvIuMjaiaEBXB30r2fAwdB2Fpd/gwTf2c7SjT5tdBYHzZxWz0lfDwI6XQMRqOdZzYDXyhyX49q3ih/7Pc7Pni/z0ytO44/Jaq5VFNZU5yUyZOpP1zEA2Pho115oO+lbh88KqX0LxXF73VnPHs9s4rzqfT80rtVpZ1HPOzAJWySxc3YehcYfVcqzljV8hD11MQ6+Nj/Xexs6SK3jxltO5dI52Ow8G1y2u5G8Di1BNO+DoJqvljAkd9K1i65PQdoAjs77MzY+sZ2p+Kj//1BxdOhcEspJddBafDoDs+pfFaixk8+Pw0g94lVM5v/c/+fiFF/Dw5xZQlJFktbKYYenkHLZmnMkAjqgZ0NVB3wr8flj5M3w5M/i3FZm47Dbuv3Yeydp6IWjMnzOLLf4K/Cvugn0rrZYTfjoOM/DM19ngr+Jnad/hLzefw+eWTtKdiiBjsyk+vriW5b7ZDGx4DHrbrJZ0QnTQt4Idz0FjHff4L+VgWx9/uGYuJZluq1XFFOdVF/DFgVtoVZnwv5fDhr9YLSl8iND7+Bfx9vfym/Rv8fiXlzKjUA/YhopPzC3hUduF2Hqb4Q9L4MCbVksaFR30w40IrLyLloRifna4mtsvq+HUCj14G2zy0hKpnjmLj7Z9j13u2fD0F+GV/4wLT57+tx8g6b3X+DlX84PrLtF2ySEmJcFB6dwL+OTAbbT3gzx0ISz/ScQu3amDfrjZ9jQcXs+dXRfw2cVVfPrUMqsVxSy/+cwpXLWslguavsJzrvNg5V3wxA1R6Yw4VqRpN/Li91jpr2XRp79NuZ7oFxa+etYU0iefxqLW23jVdSa8/v/goQuh9YDV0j6E7gKEC68HefV2WP0bdkgpxyov474LtbNhKHHabdx64QxOm5TN1x9NZJs/h29ufRja6+GqRyA5x2qJwcXnpfHP15Pgt7FjwU/53IwCqxXFDZnJLh687lSe2VTCv/8jnaXeGfy/w3/E9YfFqIt/CbVXWC3xfcLa01dKna+U2qGU2q2U+k44z20pjTvpuftM1Opf87D3o3w36xf88jOn6Zm3YeLM6Xk8d8sy3im6hpv6b2Hg0Ab8954B6/4EA71Wywsah579KXltG3k096tcf8ESq+XEHUopLpldxMtfPx3H7E9xVs9P2DJQbPy6/PMnjBniEVDLryRMIpRSdmAncA5QD6wBrhKRbSPdZ968ebJ27dqw6AsJIrSuvIfk5T+g0+/iDvuXOPX8q/nk3BId8C3A6/Pzq1d2sfK1F7gr8Y9M9u/Dm5CBbe512OZ/DjKid45Ey+41pP35PFbYT2PuN54m3e2yWlLc88buJr7/5AbOaX+cLyU8T7q/jb6cGhKWfRVVfTnYQ+d5pJRaJyLzht0XxqC/ELhNRM4zt28FEJGfjnSf8QZ9v89HuJ7XSPS0N3D0zzcypXUlK/2z2HLqf3HNuQv0ilgRwKpdTfz3C9tJPPI219pf5DzbGlCK+vyP4lr0JfKqlwHRU9roHejl2M+WkDjQTtt1rzO1stxqSRqT3n4f963cy782HqC6+QU+b3+WybbDtDvzaaq5nqIzb8TlHr6ySimFzW4f13kjJehfAZwvIp8zt68BFojIzSPdZ7xBf92z9zN3zTfGrTVYeMTBcwU3seDK71KUqQfUIo3W7n5W72lm09YtlOx+mIu9L5GpuqyWNW7eXPgHFp53ldUyNCNQ39rD8rpjtKz/J6cd+wsL1IhJDgDeLLqWhTf+elznGi3oh7PbOVzX6UPfOEqpG4EbAcrKxlfZkj1pDm823DSu+waTrLkf5/JZC6yWoRmBzGQXF80q5KJZhYiczYGjTWxf/Qiq45DV0k4aV2GNDvgRTkmmm2sWVsLC/0vfwJdYu+Y1wx/qw2EQgNQpi0OiIybTOxqNRhPPjNbTD+do4hpgilKqUinlAq4E/hHG82s0Gk3cE7b0joh4lVI3Ay8CduBBEdkarvNrNBqNJsyTs0TkOeC5cJ5To9FoNB+gi8U1Go0mjtBBX6PRaOIIHfQ1Go0mjtBBX6PRaOKIsNXpjwelVCNwMt6kOUBTiORMFK1tfGhtJ0+k6gKtbbycrLZyEckdbkdEB/2TRSm1dqQJCVajtY0Pre3kiVRdoLWNl2Bq0+kdjUajiSN00NdoNJo4ItaC/r1WCxgFrW18aG0nT6TqAq1tvARNW0zl9DUajUYzOrHW048IlFLRswKHJqrR15rmZImqoK+UKozUi1wpVauU+jaARNjPJ6VUvtUaRkIpVa6UGt/CCSEmUq83fa2ND32tGURF0FdKJSil7gZeB+5VSn3cak2DKIO7gL8ADqVU6Ba+PEmUUilKqV8Azyul7omw1y1pUBvwJ6XUF812y6/JSL3e9LU2PvS1djyWP+kxcglQKCJTgX8CP1ZKTbVY0yC5QCEwV0TuEJEBqwUBKKWKgf/FeI8vxLio7rRU1PF8BSgSkZnAbcAtACLit1KUSaReb/paGx/6WgsgYoO+UiolYFOARgAR+TvwAvAFpVSGRdpSAzbTgSki0q+UOk8p9U2l1HlW6BpCH3C/iHxVRI4CjwEblFKzrBSllLKbPSwFbDKbi4BnlVLTLdQVkdebvtbGj77Whifigr5SarJS6jHgIaXURUqpZKAX6FBKFZmH/TfwEaDavE9YcmEB2v5oassCuoA3lFI/Bv4d4wPwS6XUtUPe3FBrm6aU+oNSKglARJqB1wIOKQUmATvCpWk4bSLiM3tYh4EypdRK4P8BncDLSqlzwplHj9TrTV9rE9emr7UREJGI+cP4Evon8H3gUuBu4L+ABOBZ4ALAZR57G/C4hdp+D9xl7vsNxkU/29y+AngcSA2TtiXAO4Af+J7ZpoYcMw140oL39EPaAl7PdIxeYYHZ9mXguXi/3vS1pq+1UF5rYX1TxvDCFAN/BuwB2+8AC4BPAn8E5pv7pgP3AU4Ltb0NLANmAy8B1wccvxwjjxgObTOAGmAysBvDbGnoMVcC/23e/jwwyyJtFWa7Ml/DXwCTzLYEM6Blx/P1pq81fa2F8lqzPL0T+PNFRA4B84BzArZ/D/xIRP4G7ARuVUp9A/grsFdCOJg1Bm13A98XkY0YM+Y+ppS61fwZuQVoCZO27cBuEdmNERB+bB4T+P6eBWQrpZ4APoORGrBC24/MdgGOAlOAzyulrsNYP3kN0B5Cbe+/JpF0vY1Bl5XXWqC2SLvWRtNm2bU2NC0TSddayL/hRvjWKwRuGNI2+A14HbAqoD0D42fZqRjf2EuBXwFXR4i2R4FF5nY18A3gynBpC9g3OLs6FaOXc9aQ/c8DW4ErIkkbMAv4EsZP3FC9bsXAXZg/nyPlehuHrnBeax/SFkHX2ri0helaK8L4Uq4e1BMJ19pxGkP54CO8KN8H1gFfH2G/HXgVuCWg7U9AjdY2srZBfeb/W4B/mrevMi+oMyJUW1KIX7ebMHrCvwVSAFskvKeRqmss2iy+1iaiLdTX2n8Aq4EB4D/MNhWoy6r39DidYT2Z8e3cyTC5qiEvzlxgH3AZcLUZUGZqbaPn+IbobMX46foAkBih2u4D3AwZCAyS/aDh5gAABdZJREFULpv5/zcjfaj4oFcYtvc0UnWNVZtV11oQtIXyWssD7seYNJcLnIcxfjDcL5Gwx48PaQj5CSAr4PYM4C2Mn15TgeuB00Z4cy/FyMmtAJZobaNrCzg2HaPsaxOwOM612YDNQD5GOuS/MX5iBx4z2CsM6XsaqbrGoy2S388wa8s2/7uA4oD2rwIPDWoO1B+u93RU3SF7YONFvx/j586XMb+dzSc7YLb/EGM5xM8GXORB/yaOB22BFxYhqpaIIm1f4oOSxp9i9Lr+BXwBeA74CTB9UFMY38+I0TURbZH8flr8OUgw/5cDB4GcIfcLefwYy18oq3duxchh3QBkAveY7XcB/wmcLSI/Am4231QgbAZSMactQKNfRDYNbY8zbVkYOV8wJgjNA/4mIvcA3wYKMH6SI6Gfih+pusatbZBIfD8t0JaB+TkQEY9Syg40A69glGMGagpH/DghQQ/6pimUw9x8WES2i8jtQL9S6kci0gn8RER6AETkGYxZaSXB1qK1xbU2v1Lq3zE8YfYCp5jaNmMsMh3SoBqpurS2oGu7A/NzYOrxmfvTgX7zfpaXxgcSNDGDdali4MUoXZobcMiXgC8ppTLN/SilZiqlngL2Y0yVDglaW1xq+yLwTYzBu9uBXKXUL5RSf8e47vfFky6tLaTa3v8cmMd1YVz7nzO3I8HY7QMmkhvCeAO+B2QGtA0OVnwEw0goKWDffcC/m7cvwxhk+fJENGhtWtso2h4AvmXezgI+wQhzCWJRl9ZmzefA3D4duDwU2ib83CbwotwEbATqA58cxrfu4MDnX4E/Buz7JubEA4wJFqEq79LatLbjtIXqL1J1aW2xqS0YfyeV3jFzWqVKqRcwplrfBDwD9Jj77WIMoPiUUpXAtcBkpdR3lVJXYlR09IExDVlEgjY9W2vT2kbQ1hMsPZGuS2uLTW1B5yS+/RzmfycBtaXArzEGNQa3C4D/wajddgJzMGq3/wV8IkTfzFqb1hYWbZGqS2uLTW0heb5jeUEwSvJ+BZw7zAt1JvAIH0xUOAf4UljEa21aW5i0RaourS02tYXyb7D8aFjMUetfA2kYJkrfUkpNwVglx2Me5gISMd3qROQlDIe7wZ9Evg89cBDQ2rS2cGmLVF1aW2xqCzkn+CZMw5h1lmpun8cwLnDAe3zgBR3ymYRam9YWTm2Rqktri01tof4bdSBXRDow6q2vM5veANYDC5VSBQGHPo0xSw4JU02q1qa1hUtbpOrS2mJTW6gZS/XOU8AcpVShGJMONgEeDP/0QRSG3Wm40dq0tnjXpbXFpraQMZagvwrDS+I6ABF5F5gPJAUc800RWRF0dSdGaxsfWlvs6AKtbbxEsraQccKgLyJHMH7iXKCU+qRSqgKjLtsbcIxn+HuHFq1Na4t3XVpbbGoLKScx8HEB8CD8//buHrWKMI7C+HMIWYFY2AkpLNQqVazsUwQky3ARaSwUO8E+4BIC5qMIWUAgchG0sxFdQEA04t9iRgNRbrxhkrnmfX4wMAwDc5o5M8zH+/IOeDz2ywizmc1cZrvu2S5j+TVDzz9JsthdJ+r7uTtfMbNdjNlmN6+5wGwXNc/ZhjZT6UuS/m9zNc6zJOlyWfqS1BBLX5IaYulLUkMsfUlqiKUvAUluJDnql89JPvbrx0lejp1PGoqfbEpnJNkAjqvq+dhZpKF5py9NkeRhkq1+fSPJZpLdJB+SPEryLMkkyXb/gw9JlpMcJDlMspPk1vSjSFfH0pdmswSsAmvAK2C/qu4DX4DVvvhfAOtVtUz3e/+TscJKZ02dOUvSH15X1UmSCbAAbPfbJ8Bt4A5wD9jrJmdiAfg0Qk7pryx9aTZfoZtQI8lJnb4U+0F3PgV4W1UrYwWUpvHxjjSs98DNJCvQDeSV5O7ImaTfLH1pQFX1DVgHniZ5AxwBD8ZNJZ3yk01Jaoh3+pLUEEtfkhpi6UtSQyx9SWqIpS9JDbH0Jakhlr4kNcTSl6SG/ARZnWsdWNV6bQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "p_acs.loc['2015-07-05':'2015-07-06'].plot();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Some statistics on the AC power"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sapm</th>\n",
       "      <th>sd</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>8760.000000</td>\n",
       "      <td>8760.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>23.214159</td>\n",
       "      <td>24.359824</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>42.869990</td>\n",
       "      <td>43.498806</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-0.075000</td>\n",
       "      <td>-0.075000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>-0.075000</td>\n",
       "      <td>-0.075000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>-0.075000</td>\n",
       "      <td>-0.075000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>27.849403</td>\n",
       "      <td>30.768026</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>215.045605</td>\n",
       "      <td>217.109196</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              sapm           sd\n",
       "count  8760.000000  8760.000000\n",
       "mean     23.214159    24.359824\n",
       "std      42.869990    43.498806\n",
       "min      -0.075000    -0.075000\n",
       "25%      -0.075000    -0.075000\n",
       "50%      -0.075000    -0.075000\n",
       "75%      27.849403    30.768026\n",
       "max     215.045605   217.109196"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "p_acs.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "sapm    203356.030218\n",
       "sd      213392.055064\n",
       "dtype: float64"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "p_acs.sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# create data for a y=x line\n",
    "p_ac_max = p_acs.max().max()\n",
    "yxline = np.arange(0, p_ac_max)\n",
    "\n",
    "fig = plt.figure(figsize=(12,12))\n",
    "ax = fig.add_subplot(111, aspect='equal')\n",
    "sc = ax.scatter(p_acs['sd'], p_acs['sapm'], c=poa_irrad.poa_global, alpha=1)  \n",
    "ax.plot(yxline, yxline, 'r', linewidth=3)\n",
    "ax.set_xlim(0, None)\n",
    "ax.set_ylim(0, None)\n",
    "ax.set_xlabel('Single Diode model')\n",
    "ax.set_ylabel('Sandia model')\n",
    "fig.colorbar(sc, label='POA Global (W/m**2)');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can change the value of color value ``c`` to see the sensitivity of model accuracy to measured meterological conditions. It can be useful to define a simple plotting function for this kind of exploratory analysis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "def sapm_sd_scatter(c_data, label=None, **kwargs):\n",
    "    \"\"\"Display a scatter plot of SAPM p_ac vs. single diode p_ac.\n",
    "    \n",
    "    You need to re-execute this cell if you re-run the p_ac calculation.\n",
    "    \n",
    "    Parameters\n",
    "    ----------\n",
    "    c_data : array-like\n",
    "        Determines the color of each point on the scatter plot.\n",
    "        Must be same length as p_acs.\n",
    "        \n",
    "    kwargs passed to ``scatter``.\n",
    "    \n",
    "    Returns\n",
    "    -------\n",
    "    tuple of fig, ax objects\n",
    "    \"\"\"\n",
    "    \n",
    "    fig = plt.figure(figsize=(12,12))\n",
    "    ax = fig.add_subplot(111, aspect='equal')\n",
    "    sc = ax.scatter(p_acs['sd'], p_acs['sapm'], c=c_data, alpha=1, **kwargs)  \n",
    "    ax.plot(yxline, yxline, 'r', linewidth=3)\n",
    "    ax.set_xlim(0, None)\n",
    "    ax.set_ylim(0, None)\n",
    "    ax.set_xlabel('Single diode model power (W)')\n",
    "    ax.set_ylabel('Sandia model power (W)')\n",
    "    fig.colorbar(sc, label='{}'.format(label), shrink=0.75)\n",
    "    \n",
    "    return fig, ax"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sapm_sd_scatter(tmy_data.DryBulb, label='Temperature (deg C)');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sapm_sd_scatter(tmy_data.DNI, label='DNI (W/m**2)');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sapm_sd_scatter(tmy_data.AOD, label='AOD');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sapm_sd_scatter(tmy_data.Wspd, label='Wind speed', vmax=10);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Notice the use of the ``vmax`` keyword argument in the above example. The ``**kwargs`` pattern allows us to easily pass non-specified arguments to nested functions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "def sapm_other_scatter(c_data, x_data, clabel=None, xlabel=None, aspect_equal=False, **kwargs):\n",
    "    \"\"\"Display a scatter plot of SAPM p_ac vs. something else.\n",
    "    \n",
    "    You need to re-execute this cell if you re-run the p_ac calculation.\n",
    "    \n",
    "    Parameters\n",
    "    ----------\n",
    "    c_data : array-like\n",
    "        Determines the color of each point on the scatter plot.\n",
    "        Must be same length as p_acs.\n",
    "    x_data : array-like\n",
    "        \n",
    "    kwargs passed to ``scatter``.\n",
    "    \n",
    "    Returns\n",
    "    -------\n",
    "    tuple of fig, ax objects\n",
    "    \"\"\"\n",
    "    \n",
    "    fig = plt.figure(figsize=(12,12))\n",
    "    \n",
    "    if aspect_equal:\n",
    "        ax = fig.add_subplot(111, aspect='equal')\n",
    "    else:\n",
    "        ax = fig.add_subplot(111)\n",
    "    sc = ax.scatter(x_data, p_acs['sapm'], c=c_data, alpha=1, cmap=mpl.cm.YlGnBu_r, **kwargs)  \n",
    "    ax.set_xlim(0, None)\n",
    "    ax.set_ylim(0, None)\n",
    "    ax.set_xlabel('{}'.format(xlabel))\n",
    "    ax.set_ylabel('Sandia model power (W)')\n",
    "    fig.colorbar(sc, label='{}'.format(clabel), shrink=0.75)\n",
    "    \n",
    "    return fig, ax"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sapm_other_scatter(tmy_data.DryBulb, tmy_data.GHI, clabel='Temperature (deg C)', xlabel='GHI (W/m**2)');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, we will assume that the SAPM model is representative of the real world performance so that we can use scipy's optimization routine to derive simulated PVUSA coefficients. You will need to install scipy to run these functions.\n",
    "\n",
    "Here's one PVUSA reference:\n",
    "\n",
    "http://www.nrel.gov/docs/fy09osti/45376.pdf\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "def pvusa(pvusa_data, a, b, c, d):\n",
    "    \"\"\"\n",
    "    Calculates system power according to the PVUSA equation\n",
    "    \n",
    "    P = I * (a + b*I + c*W + d*T)\n",
    "    \n",
    "    where\n",
    "    P is the output power,\n",
    "    I is the plane of array irradiance,\n",
    "    W is the wind speed, and\n",
    "    T is the temperature\n",
    "    \n",
    "    Parameters\n",
    "    ----------\n",
    "    pvusa_data : pd.DataFrame\n",
    "        Must contain the columns 'I', 'W', and 'T'\n",
    "    a : float\n",
    "        I coefficient\n",
    "    b : float\n",
    "        I*I coefficient\n",
    "    c : float\n",
    "        I*W coefficient\n",
    "    d : float\n",
    "        I*T coefficient\n",
    "    \n",
    "    Returns\n",
    "    -------\n",
    "    power : pd.Series\n",
    "        Power calculated using the PVUSA model.\n",
    "    \"\"\"\n",
    "    return pvusa_data['I'] * (a + b*pvusa_data['I'] + c*pvusa_data['W'] + d*pvusa_data['T'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy import optimize"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "pvusa_data = pd.DataFrame()\n",
    "pvusa_data['I'] = poa_irrad.poa_global\n",
    "pvusa_data['W'] = tmy_data.Wspd\n",
    "pvusa_data['T'] = tmy_data.DryBulb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "optimized coefs:\n",
      "[ 2.08877712e-01  9.94996955e-06  9.81779437e-04 -1.38247699e-03]\n",
      "covariances:\n",
      "[[ 1.37624634e-07 -1.00057042e-10 -8.03579294e-09 -2.38036259e-09]\n",
      " [-1.00057042e-10  1.92677501e-13 -7.89149981e-13 -2.57386028e-12]\n",
      " [-8.03579294e-09 -7.89149981e-13  1.28519705e-09  1.96643964e-10]\n",
      " [-2.38036259e-09 -2.57386028e-12  1.96643964e-10  3.86946463e-10]]\n"
     ]
    }
   ],
   "source": [
    "popt, pcov = optimize.curve_fit(pvusa, pvusa_data.dropna(), p_acs.sapm.values, p0=(.0001,0.0001,.001,.001))\n",
    "print('optimized coefs:\\n{}'.format(popt))\n",
    "print('covariances:\\n{}'.format(pcov))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "power_pvusa = pvusa(pvusa_data, *popt)\n",
    "\n",
    "fig, ax = sapm_other_scatter(tmy_data.DryBulb, power_pvusa, clabel='Temperature (deg C)',\n",
    "                             aspect_equal=True, xlabel='PVUSA (W)')\n",
    "\n",
    "maxmax = max(ax.get_xlim()[1], ax.get_ylim()[1])\n",
    "ax.set_ylim(None, maxmax)\n",
    "ax.set_xlim(None, maxmax)\n",
    "ax.plot(np.arange(maxmax), np.arange(maxmax), 'r');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
